Weight Update Method

ByzShield: An Efficient and Robust System for Distributed Training

Authors: Konstantinos Konstantinidis, Aditya Ramamoorthy | Published: 2020-10-10 | Updated: 2021-03-04
Specific Measures Against Byzantine Behavior
Distributed Learning
Weight Update Method

Anomaly detection with superexperts under delayed feedback

Authors: Raisa Dzhamtyrova, Carsten Maple | Published: 2020-10-08 | Updated: 2021-04-22
Game Theory
Generalization Performance
Weight Update Method

Lipschitz Bounded Equilibrium Networks

Authors: Max Revay, Ruigang Wang, Ian R. Manchester | Published: 2020-10-05
Robustness Evaluation
Deep Learning
Weight Update Method

Adversarial Training with Stochastic Weight Average

Authors: Joong-Won Hwang, Youngwan Lee, Sungchan Oh, Yuseok Bae | Published: 2020-09-21
Adversarial Example
Adversarial Training
Weight Update Method

Byzantine-Robust Variance-Reduced Federated Learning over Distributed Non-i.i.d. Data

Authors: Jie Peng, Zhaoxian Wu, Qing Ling, Tianyi Chen | Published: 2020-09-17 | Updated: 2021-08-28
Byzantine Resilience
Distributed Learning
Weight Update Method

FTT-NAS: Discovering Fault-Tolerant Convolutional Neural Architecture

Authors: Xuefei Ning, Guangjun Ge, Wenshuo Li, Zhenhua Zhu, Yin Zheng, Xiaoming Chen, Zhen Gao, Yu Wang, Huazhong Yang | Published: 2020-03-20 | Updated: 2021-04-12
Robustness
Vulnerability detection
Weight Update Method

Graph Interpolating Activation Improves Both Natural and Robust Accuracies in Data-Efficient Deep Learning

Authors: Bao Wang, Stanley J. Osher | Published: 2019-07-16
Adversarial attack
Deep Learning Method
Weight Update Method

FineFool: Fine Object Contour Attack via Attention

Authors: Jinyin Chen, Haibin Zheng, Hui Xiong, Mengmeng Su | Published: 2018-12-01
Certified Robustness
Effective Perturbation Methods
Weight Update Method

Analyzing Federated Learning through an Adversarial Lens

Authors: Arjun Nitin Bhagoji, Supriyo Chakraborty, Prateek Mittal, Seraphin Calo | Published: 2018-11-29 | Updated: 2019-11-25
Poisoning
Federated Learning
Weight Update Method